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The Zero-Defect Fallacy: Engineering Antifragility in the Age of Probabilistic Healthcare

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ROI

DR. NADER LOHRASBI

The Problem

AI PROMISE VS. OPERATIONAL REALITY

Despite record capital expenditure inAI healthcare investments, the ProductivityParadox2.0 reveals a stark disconnect, as digitizingwastewithin legacysystems undermines true productivitygains.

Integration Tax

Fragmentedworkflows create significant transactional friction, hampering the intended benefits ofAI in healthcare.The disconnect between high-speedAI components and lowspeed infrastructure results in operational turbulence, disrupting smoothworkflows and ultimatelycompromising the return on investment forhealthcare organizations.

The Core Costs: Understanding Hidden BudgetImpacts

CognitiveTax

Context switching leads to decision fatigue and inefficiency.

IntegrationTax

ValidationTax

Trust deficits require costlyverification of AI outputs.

Technical debt increases maintenance costs and complexity.

Operational Drain

Hidden costs detract from resources for patient care.

Strategic Pivot

Inverting theAI strategynecessitates a system architecture redesign ratherthan temporary fixes. Byprioritizing the Theoryof Constraints, organizations can identifyand address bottlenecks, creating a robust foundation forAI integration that maximizesvalue and operational efficiencyin healthcareworkflows.

Incremental

Incremental ROI provides short-term gains but often fails to leverage the full potential ofAI in healthcare.

Exponential

Exponential ROI reflects the transformative impact ofAI platforms, shifting focus towardValue-Based Care and sustainable outcomes.

www.linkedin.com/in/nader-lohrasbi/

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The Zero-Defect Fallacy: Engineering Antifragility in the Age of Probabilistic Healthcare by Dr. Nader Lohrasbi - Issuu